2 papers
cs.LG2026
ADAPTive Input Training for Many-to-One Pre-Training on Time-Series Classification
Paul Quinlan, Qingguo Li, Xiaodan Zhu
Recent work on time-series models has leveraged self-supervised training to learn meaningful features and patterns in order to improve performance on downstream tasks and generaliz…
cs.LG2025
Low-Dimensional Representation-Driven TSK Fuzzy System for Feature Selection
Qiong Liu, Mingjie Cai, Qingguo Li
Feature selection can select important features to address dimensional curses. Subspace learning, a widely used dimensionality reduction method, can project the original data into…